马金连

副教授

硕士生导师

电子邮箱: jlma2019@sdu.edu.cn

个人简介

个人经历

  • 2019.04 -- 至今

    山东大学集成电路学院 

  • 2017.03 -- 2019.03

    浙江大学博士后,合作导师:刘玉生教授  ,计算机科学与技术学院 ,出站

  • 2011.08 -- 2016.12

    浙江大学数学科学学院理学博士,导师:孔德兴教授  ,数学科学学院

授课信息

本科生课程名称 学期 学分 课程号

线性代数

春学期

3.0

sd04020040

医学信号与图像处理

春学期

2.0

sd0401112V, sd04031120

人工智能与机器学习

春学期

0230048

生物医学信号处理

春学期

0230014

现代数字信号处理

秋学期

0230013

科研项目

项目名称 项目周期

医学影像智能诊断的深度模型研究

2023/10/27,2025/03/31

基于超声影像的智能分析与诊断模型算法研究

2023/05/11,2026/05/30

基于可学习时频变换和自注意力机制的癫痫发作预测方法研究

2022/09/07,2026/12/31

高效深度学习训练计算框架研究

2020/12/16,2023/12/31

基于小样本乳腺癌超声智能诊断与预后风险评估的深层弱监督模型研究

2020/09/18,2023/12/31

主要论文

【1】Chenkai Su, Yuxiang Zhou, Jinlian Ma, Haoyu Chi, Xin Jing, Junyan Jiao and Qiqi Yan.JANet: A joint attention network for balancing accuracy and speed in left ventricular ultrasound video segmentation. Computers in Biology and Medicine, 169,2024.

【2】Jinlian Ma, Dexing Kong, Fa Wu, Lingyun Bao, Jing Yuan and Yusheng Liu.Densely connected convolutional networks for ultrasound image based lesion segmentation. Computers in Biology and Medicine, 168,2024.

【3】Chenkai Su, Jinlian Ma, Yuxiang Zhou, Panpan Li and Zijun Tang.Res-DUnet: A small-region attentioned model for cardiac MRI-based right ventricular segmentationApplied Soft Computing,2023.

【4】Qiong Lou, Yingying Li, Yaguan Qian, Fang Lu and Jinlian Ma.Mammogram classification based on a novel convolutional neural network with efficient channel attentionComputers in Biology and Medicine,2022.

【5】Jinlian Ma and Dexing Kong.Deep Learning Models for Segmentation of Lesion Based on Ultrasound ImagesAdvances in Ultrasound Diagnosis and Therapy,2018.

【6】Jinlian Ma, Lingyun Bao, Qiong Lou and Dexing Kong.Transfer learning for automatic joint segmentation of thyroid and breast lesions from ultrasound images. International Journal of Computer Assisted Radiology and Surgery, 17:363-372,2022.

【7】Donghui Tang, Shuang Tao, Jinlian Ma, Peijun Hu, Dan Long, Jun Wang and Dexing Kong.The effect of short cardio on inhibitory control ability of obese peopleInternational Journal of Imaging Systems & Technology,2017.

【8】Tiepei Zhu, Jinlian Ma, Jinyu Li, Xizhe Dai, Panpan Ye, Zhaoan Su, Dexing Kong and Juan Ye.Multifractal and Lacunarity Analyses of Microvascular Morphology in Eyes with Diabetic Retinopathy: A Projection Artifact Resolved Optical Coherence Tomography Angiography StudyMICROCIRCULATION,2018.

【9】Jinlian Ma, Fa Wu, Tian'an Jiang, Jiang Zhu and Dexing Kong.Cascade convolutional neural networks for automatic detection of thyroid nodules in ultrasound imagesMedical Physics,2017.

【10】Jinlian Ma, Fa Wu, Jiang Zhu, Dong Xu and Dexing Kong.A pre-trained convolutional neural network based method for thyroid nodule diagnosisULTRASONICS,2016.

【11】Jinlian Ma, Fa Wu, Tian'an Jiang, Qiyu Zhao and Dexing Kong.Ultrasound image-based thyroid nodule automatic segmentation using convolutional neural networksInternational Journal of Computer Assisted Radiology and Surgery,2017.

专利著作

专利名称 简介 日期

一种医学超声图像分级方法、系统、服务器、介质及设备

2024/02/13

基于多示例学习的癌症病理图像分类系统、介质及设备

2024/02/13

基于稀疏卷积自编码的多发性硬化病灶识别方法及系统

2023/03/31

基于多数据融合及深度学习的乳腺结节风险等级预测系统